172 search results - page 1 / 35 » Noise-Contrastive Estimation of Unnormalized Statistical Mod... |
JMLR
2012
11 years 6 months ago
2012
We consider the task of estimating, from observed data, a probabilistic model that is parameterized by a finite number of parameters. In particular, we are considering the situat...
JMLR
2010
12 years 11 months ago
2010
We present a new estimation principle for parameterized statistical models. The idea is to perform nonlinear logistic regression to discriminate between the observed data and some...
ICCV
2003
IEEE
13 years 9 months ago
2003
IEEE
Building on recent progress in modeling filter response statistics of natural images we integrate a statistical model into a variational framework for image segmentation. Incorpo...
PAMI
2007
13 years 3 months ago
2007
—We propose to model the statistics of natural images, thanks to the large class of stochastic processes called Infinitely Divisible Cascades (IDCs). IDCs were first introduced i...
EMNLP
2009
13 years 2 months ago
2009
Models of language learning play a central role in a wide range of applications: from psycholinguistic theories of how people acquire new word knowledge, to information systems th...